{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Switch Transformer",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "AYV_dMVDxyc2"
      },
      "source": [
        "[![Github](https://img.shields.io/github/stars/labmlai/annotated_deep_learning_paper_implementations?style=social)](https://github.com/labmlai/annotated_deep_learning_paper_implementations)\n",
        "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/labmlai/annotated_deep_learning_paper_implementations/blob/master/labml_nn/transformers/switch/experiment.ipynb)                    \n",
        "\n",
        "## Switch Transformer\n",
        "\n",
        "This is an experiment training Shakespeare dataset with a small Switch Transformer."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "AahG_i2y5tY9"
      },
      "source": [
        "Install the `labml-nn` package"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZCzmCrAIVg0L",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "41bb262e-d7e4-4dd9-cf8c-b2a1724889b7"
      },
      "source": [
        "!pip install labml-nn"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting labml-nn\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/fa/de/b8bea1493162cc4a845d043a84bce937f68751b9a463b2318672e0a46fed/labml_nn-0.4.79-py3-none-any.whl (117kB)\n",
            "\r\u001b[K     |██▉                             | 10kB 19.5MB/s eta 0:00:01\r\u001b[K     |█████▋                          | 20kB 13.7MB/s eta 0:00:01\r\u001b[K     |████████▍                       | 30kB 9.9MB/s eta 0:00:01\r\u001b[K     |███████████▏                    | 40kB 8.5MB/s eta 0:00:01\r\u001b[K     |██████████████                  | 51kB 5.5MB/s eta 0:00:01\r\u001b[K     |████████████████▊               | 61kB 5.8MB/s eta 0:00:01\r\u001b[K     |███████████████████▌            | 71kB 6.2MB/s eta 0:00:01\r\u001b[K     |██████████████████████▎         | 81kB 6.6MB/s eta 0:00:01\r\u001b[K     |█████████████████████████       | 92kB 6.2MB/s eta 0:00:01\r\u001b[K     |███████████████████████████▉    | 102kB 5.3MB/s eta 0:00:01\r\u001b[K     |██████████████████████████████▋ | 112kB 5.3MB/s eta 0:00:01\r\u001b[K     |████████████████████████████████| 122kB 5.3MB/s \n",
            "\u001b[?25hCollecting labml-helpers>=0.4.72\n",
            "  Downloading https://files.pythonhosted.org/packages/ec/58/2b7dcfde4565134ad97cdfe96ad7070fef95c37be2cbc066b608c9ae5c1d/labml_helpers-0.4.72-py3-none-any.whl\n",
            "Collecting labml>=0.4.86\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/cd/fb/d11117ce4b2f8bc4e592fada9b416de414e2f566b0b7c10c7304c05908f9/labml-0.4.92-py3-none-any.whl (99kB)\n",
            "\u001b[K     |████████████████████████████████| 102kB 5.9MB/s \n",
            "\u001b[?25hRequirement already satisfied: numpy in /usr/local/lib/python3.6/dist-packages (from labml-nn) (1.19.5)\n",
            "Collecting einops\n",
            "  Downloading https://files.pythonhosted.org/packages/5d/a0/9935e030634bf60ecd572c775f64ace82ceddf2f504a5fd3902438f07090/einops-0.3.0-py2.py3-none-any.whl\n",
            "Requirement already satisfied: torch in /usr/local/lib/python3.6/dist-packages (from labml-nn) (1.7.0+cu101)\n",
            "Requirement already satisfied: pyyaml in /usr/local/lib/python3.6/dist-packages (from labml>=0.4.86->labml-nn) (3.13)\n",
            "Collecting gitpython\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/d7/cb/ec98155c501b68dcb11314c7992cd3df6dce193fd763084338a117967d53/GitPython-3.1.12-py3-none-any.whl (159kB)\n",
            "\u001b[K     |████████████████████████████████| 163kB 8.5MB/s \n",
            "\u001b[?25hRequirement already satisfied: dataclasses in /usr/local/lib/python3.6/dist-packages (from torch->labml-nn) (0.8)\n",
            "Requirement already satisfied: future in /usr/local/lib/python3.6/dist-packages (from torch->labml-nn) (0.16.0)\n",
            "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.6/dist-packages (from torch->labml-nn) (3.7.4.3)\n",
            "Collecting gitdb<5,>=4.0.1\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/48/11/d1800bca0a3bae820b84b7d813ad1eff15a48a64caea9c823fc8c1b119e8/gitdb-4.0.5-py3-none-any.whl (63kB)\n",
            "\u001b[K     |████████████████████████████████| 71kB 6.8MB/s \n",
            "\u001b[?25hCollecting smmap<4,>=3.0.1\n",
            "  Downloading https://files.pythonhosted.org/packages/b0/9a/4d409a6234eb940e6a78dfdfc66156e7522262f5f2fecca07dc55915952d/smmap-3.0.4-py2.py3-none-any.whl\n",
            "Installing collected packages: smmap, gitdb, gitpython, labml, labml-helpers, einops, labml-nn\n",
            "Successfully installed einops-0.3.0 gitdb-4.0.5 gitpython-3.1.12 labml-0.4.92 labml-helpers-0.4.72 labml-nn-0.4.79 smmap-3.0.4\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "SE2VUQ6L5zxI"
      },
      "source": [
        "Imports"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0hJXx_g0wS2C"
      },
      "source": [
        "import torch\n",
        "import torch.nn as nn\n",
        "\n",
        "from labml import experiment\n",
        "from labml.configs import option\n",
        "from labml_helpers.module import Module\n",
        "from labml_nn.transformers.switch.experiment import Configs"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Lpggo0wM6qb-"
      },
      "source": [
        "Create an experiment"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bFcr9k-l4cAg"
      },
      "source": [
        "experiment.create(name=\"switch_transformer\")"
      ],
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-OnHLi626tJt"
      },
      "source": [
        "Initialize configurations"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Piz0c5f44hRo"
      },
      "source": [
        "conf = Configs()"
      ],
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wwMzCqpD6vkL"
      },
      "source": [
        "Set experiment configurations and assign a configurations dictionary to override configurations"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "id": "e6hmQhTw4nks",
        "outputId": "0bc4e738-adc7-4003-a030-4080df882bbb"
      },
      "source": [
        "experiment.configs(conf,\n",
        "                # A dictionary of configurations to override\n",
        "                {'tokenizer': 'character',\n",
        "                'text': 'tiny_shakespeare',\n",
        "                'optimizer.learning_rate': 1.,\n",
        "                'optimizer.optimizer': 'Noam',\n",
        "                'prompt': 'It is',\n",
        "                'prompt_separator': '',\n",
        "\n",
        "                'transformer': 'switch_transformer',\n",
        "                'is_scale_prob': False,\n",
        "                'n_experts': 4,\n",
        "\n",
        "                'drop_tokens': True,\n",
        "                'capacity_factor': 1.2,\n",
        "\n",
        "                'train_loader': 'shuffled_train_loader',\n",
        "                'valid_loader': 'shuffled_valid_loader',\n",
        "\n",
        "                'seq_len': 64,\n",
        "                'epochs': 128,\n",
        "                'batch_size': 32,\n",
        "                'inner_iterations': 25,\n",
        "                })"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<pre style=\"overflow-x: scroll;\"></pre>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
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          },
          "metadata": {
            "tags": []
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        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "EvI7MtgJ61w5"
      },
      "source": [
        "Set PyTorch models for loading and saving"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 272
        },
        "id": "GDlt7dp-5ALt",
        "outputId": "93e0f3b1-d0fe-4525-d9f6-9ffab9ea7f9b"
      },
      "source": [
        "experiment.add_pytorch_models({'model': conf.model})"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<pre style=\"overflow-x: scroll;\">Prepare model...\n",
              "  Prepare n_tokens...\n",
              "    Prepare text...\n",
              "      Prepare tokenizer<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t3.00ms</span>\n",
              "      Download<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t347.54ms</span>\n",
              "      Load data<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t7.88ms</span>\n",
              "      Tokenize<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t31.26ms</span>\n",
              "      Build vocabulary<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t93.52ms</span>\n",
              "    Prepare text<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t501.13ms</span>\n",
              "  Prepare n_tokens<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t513.24ms</span>\n",
              "  Prepare transformer<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t108.46ms</span>\n",
              "  Prepare device...\n",
              "    Prepare device_info<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t68.72ms</span>\n",
              "  Prepare device<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t72.12ms</span>\n",
              "Prepare model<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t10,419.47ms</span>\n",
              "</pre>"
            ],
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              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
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      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KJZRf8527GxL"
      },
      "source": [
        "Start the experiment and run the training loop."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "aIAWo7Fw5DR8",
        "outputId": "12a92c2e-d248-436b-a6f1-7cf92b5289e9"
      },
      "source": [
        "# Start the experiment\n",
        "with experiment.start():\n",
        "    conf.run()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<pre style=\"overflow-x: scroll;\">\n",
              "<strong><span style=\"text-decoration: underline\">switch_transformer</span></strong>: <span style=\"color: #208FFB\">c4656c605b9311eba13d0242ac1c0002</span>\n",
              "\t[dirty]: <strong><span style=\"color: #DDB62B\">\"\"</span></strong>\n",
              "Initialize...\n",
              "  Prepare mode<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t5.83ms</span>\n",
              "Initialize<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t91.16ms</span>\n",
              "Prepare validator...\n",
              "  Prepare valid_loader<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t104.91ms</span>\n",
              "<span style=\"color: #C5C1B4\"></span>\n",
              "<span style=\"color: #C5C1B4\">--------------------------------------------------</span><span style=\"color: #DDB62B\"><strong><span style=\"text-decoration: underline\"></span></strong></span>\n",
              "<span style=\"color: #DDB62B\"><strong><span style=\"text-decoration: underline\">LABML WARNING</span></strong></span>\n",
              "<span style=\"color: #DDB62B\"><strong><span style=\"text-decoration: underline\"></span></strong></span>LabML App Warning: <span style=\"color: #60C6C8\">empty_token: </span><strong>Please create a valid token at https://app.labml.ai.</strong>\n",
              "<strong>Click on the experiment link to monitor the experiment and add it to your experiments list.</strong><span style=\"color: #C5C1B4\"></span>\n",
              "<span style=\"color: #C5C1B4\">--------------------------------------------------</span>\n",
              "<span style=\"color: #208FFB\">Monitor experiment at </span><a href='https://app.labml.ai/run?uuid=c4656c605b9311eba13d0242ac1c0002' target='blank'>https://app.labml.ai/run?uuid=c4656c605b9311eba13d0242ac1c0002</a>\n",
              "Prepare validator<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t235.39ms</span>\n",
              "Prepare trainer...\n",
              "  Prepare train_loader<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t120.81ms</span>\n",
              "Prepare trainer<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t164.43ms</span>\n",
              "Prepare training_loop...\n",
              "  Prepare loop_count<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t48.22ms</span>\n",
              "Prepare training_loop<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t386.33ms</span>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong>v</strong><strong>k</strong><strong>T</strong><strong>X</strong><strong>!</strong><strong>o</strong><strong>o</strong><strong>o</strong><strong>O</strong><strong>k</strong><strong>T</strong><strong>'</strong><strong>H</strong><strong>X</strong><strong>!</strong><strong>v</strong><strong>k</strong><strong>T</strong><strong>'</strong><strong>H</strong><strong>X</strong><strong>!</strong><strong>v</strong><strong>k</strong><strong>T</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong>v</strong><strong>k</strong><strong>T</strong><strong>'</strong><strong>H</strong><strong>X</strong><strong>E</strong><strong>?</strong><strong>L</strong><strong>3</strong><strong>S</strong><strong>X</strong><strong>E</strong><strong>o</strong><strong>o</strong><strong>o</strong><strong>o</strong><strong>o</strong><strong>O</strong><strong>k</strong><strong>T</strong><strong>'</strong><strong>H</strong><strong>X</strong><strong>o</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong>e</strong><strong>$</strong><strong> </strong><strong> </strong><strong>;</strong><strong>E</strong><strong>S</strong><strong>$</strong><strong> </strong><strong>;</strong><strong>E</strong><strong>S</strong><strong>$</strong><strong> </strong><strong>;</strong><strong>E</strong><strong>S</strong><strong>$</strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong>c</strong><strong> </strong><strong>;</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong>b</strong><strong> </strong><strong>c</strong><strong> </strong><strong> </strong><strong>i</strong><strong>t</strong><strong> </strong><strong> </strong><strong> </strong><strong>c</strong><strong> </strong><strong>c</strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong> </strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>w</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>b</strong><strong>e</strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>i</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>i</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong>o</strong><strong> </strong><strong>i</strong><strong>n</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong> </strong><strong>t</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>o</strong><strong>u</strong><strong>r</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>n</strong><strong>o</strong><strong> </strong><strong>b</strong><strong>o</strong><strong>u</strong><strong> </strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>b</strong><strong>e</strong><strong>n</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>r</strong><strong>e</strong><strong> </strong><strong>i</strong><strong>n</strong><strong>o</strong><strong>u</strong><strong>r</strong><strong>e</strong><strong>n</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>b</strong><strong>e</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>i</strong><strong>n</strong><strong>o</strong><strong>r</strong><strong>e</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>t</strong><strong> </strong><strong>a</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>b</strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>r</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>r</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>r</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>r</strong><strong>e</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>a</strong><strong>n</strong><strong>d</strong><strong>e</strong><strong> </strong><strong>t</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>i</strong><strong>n</strong><strong>g</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>n</strong><strong>g</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>n</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>g</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>i</strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong> </strong><strong>b</strong><strong>e</strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>i</strong><strong>s</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>i</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>n</strong><strong>o</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>i</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong>\n",
              "<strong><span style=\"color: #DDB62B\">1,003,840:  </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">   567ms  </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">    57,534ms  </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 2,134ms  </span> loss.train: <span style=\"color: #C5C1B4\"> 2.37842</span> accuracy.train: <span style=\"color: #C5C1B4\">0.251326</span> loss.valid: <span style=\"color: #C5C1B4\"> 2.33528</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.255193</span>  <span style=\"color: #208FFB\">72,583ms</span><span style=\"color: #D160C4\">  0:01m/  2:33m  </span>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>i</strong><strong>n</strong><strong>g</strong><strong>h</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>a</strong><strong>t</strong><strong> </strong><strong>i</strong><strong>n</strong><strong>g</strong><strong>o</strong><strong>u</strong><strong>r</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>i</strong><strong>s</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>t</strong><strong> </strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>r</strong><strong>e</strong><strong>r</strong><strong>e</strong><strong> </strong><strong>a</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>i</strong><strong>s</strong><strong>e</strong><strong>n</strong><strong> </strong><strong>o</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>a</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>a</strong><strong>t</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>a</strong><strong>t</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>a</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong> </strong><strong>a</strong><strong>t</strong><strong> </strong><strong>o</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>i</strong><strong>t</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>i</strong><strong>t</strong><strong> </strong><strong>i</strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>i</strong><strong>v</strong><strong>e</strong><strong> </strong><strong>i</strong><strong>n</strong><strong>g</strong><strong>h</strong><strong>e</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>a</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>o</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>i</strong><strong>n</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>i</strong><strong>n</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>i</strong><strong>s</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>a</strong><strong>r</strong><strong> </strong><strong>i</strong><strong>n</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>a</strong><strong>t</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>e</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>e</strong><strong>r</strong><strong>e</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>a</strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>e</strong><strong>r</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>a</strong><strong>t</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>i</strong><strong>n</strong><strong>g</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>e</strong><strong>a</strong><strong>r</strong><strong>e</strong><strong> </strong><strong>t</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>a</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>a</strong><strong>t</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>i</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>i</strong><strong>t</strong><strong> </strong><strong>a</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>i</strong><strong>n</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>i</strong><strong>n</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>i</strong><strong>t</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>i</strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>a</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>i</strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>i</strong><strong>n</strong><strong> </strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>i</strong><strong>t</strong><strong>h</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>i</strong><strong>n</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>i</strong><strong>f</strong><strong>o</strong><strong>r</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>i</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>e</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>w</strong><strong>e</strong><strong> </strong><strong>i</strong><strong>t</strong><strong>h</strong><strong> </strong><strong>w</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>e</strong><strong>r</strong><strong>e</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong>e</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>a</strong><strong>r</strong><strong>e</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>a</strong><strong>r</strong><strong>e</strong>\n",
              "<strong><span style=\"color: #DDB62B\">2,007,680:  </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">   575ms  </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">    50,720ms  </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 2,431ms  </span> loss.train: <span style=\"color: #C5C1B4\"> 1.69642</span> accuracy.train: <span style=\"color: #C5C1B4\">0.371176</span> loss.valid: <span style=\"color: #C5C1B4\"> 2.11274</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.359420</span>  <span style=\"color: #208FFB\">69,753ms</span><span style=\"color: #D160C4\">  0:02m/  2:26m  </span>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>a</strong><strong>r</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>a</strong><strong>r</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong><strong>r</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>m</strong><strong>e</strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>a</strong><strong>l</strong><strong>o</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>y</strong><strong> </strong><strong>a</strong><strong>l</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>s</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>i</strong><strong>l</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>i</strong><strong>t</strong><strong>h</strong><strong> </strong><strong>a</strong><strong> </strong><strong>w</strong><strong>i</strong><strong>t</strong><strong>h</strong><strong> </strong><strong>w</strong><strong>i</strong><strong>t</strong><strong>h</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>r</strong><strong>e</strong><strong> </strong><strong>i</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>i</strong><strong>v</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>i</strong><strong>t</strong><strong>h</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>i</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>d</strong><strong>s</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>i</strong><strong>v</strong><strong>e</strong><strong>r</strong><strong>s</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>i</strong><strong>n</strong><strong> </strong><strong>t</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>h</strong><strong>e</strong><strong>a</strong><strong>r</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong><strong>v</strong><strong>e</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>m</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>n</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong>d</strong><strong>:</strong><strong></strong>\n",
              "<strong></strong><strong>T</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>e</strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>i</strong><strong>t</strong><strong>h</strong><strong> </strong><strong>i</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>m</strong><strong>e</strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>i</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>m</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>i</strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong>d</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>i</strong><strong>t</strong><strong>h</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>i</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>m</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>p</strong><strong>a</strong><strong>r</strong><strong>t</strong><strong> </strong><strong>a</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>p</strong><strong>a</strong><strong>r</strong><strong>t</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>y</strong><strong>o</strong><strong>u</strong><strong>r</strong><strong> </strong><strong>w</strong><strong>i</strong><strong>t</strong><strong>h</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>r</strong><strong>e</strong><strong> </strong><strong>a</strong><strong>w</strong><strong>a</strong><strong>r</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>y</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>d</strong><strong>s</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>w</strong><strong>i</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>m</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>h</strong><strong>a</strong><strong>v</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>m</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>o</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>w</strong><strong>i</strong><strong>t</strong><strong>h</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>e</strong><strong>e</strong><strong>e</strong><strong>n</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong>\n",
              "<strong><span style=\"color: #DDB62B\">3,011,520:  </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">   590ms  </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">    51,173ms  </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 2,562ms  </span> loss.train: <span style=\"color: #C5C1B4\"> 1.92572</span> accuracy.train: <span style=\"color: #C5C1B4\">0.455776</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.83140</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.423265</span>  <span style=\"color: #208FFB\">69,136ms</span><span style=\"color: #D160C4\">  0:03m/  2:24m  </span>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong>e</strong><strong>r</strong><strong>t</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>n</strong><strong>d</strong><strong>e</strong><strong>s</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>w</strong><strong>a</strong><strong>y</strong><strong> </strong><strong>a</strong><strong>r</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>h</strong><strong>a</strong><strong>v</strong><strong>e</strong><strong> </strong><strong>a</strong><strong>r</strong><strong>t</strong><strong> </strong><strong>a</strong><strong>n</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>m</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>a</strong><strong>r</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong>d</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>h</strong><strong>a</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>m</strong><strong>e</strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>m</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>r</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>i</strong><strong>t</strong><strong>h</strong><strong> </strong><strong>h</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>w</strong><strong>i</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>i</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>a</strong><strong>m</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>i</strong><strong>t</strong><strong>h</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>a</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>p</strong><strong>r</strong><strong>i</strong><strong>n</strong><strong>c</strong><strong>e</strong><strong>s</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong>.</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>i</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>i</strong><strong>s</strong><strong> </strong><strong>a</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>m</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>i</strong><strong>r</strong><strong>e</strong><strong> </strong><strong>i</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>a</strong><strong>i</strong><strong>d</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>c</strong><strong>c</strong><strong>a</strong><strong>n</strong><strong>n</strong><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>e</strong><strong>a</strong><strong>r</strong><strong> </strong><strong>t</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>y</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong></strong>\n",
              "<strong></strong><strong>T</strong><strong>h</strong><strong>a</strong><strong>t</strong><strong> </strong><strong>s</strong><strong>a</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>m</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>m</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>m</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>d</strong><strong> </strong><strong>t</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>m</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>n</strong><strong>o</strong><strong>u</strong><strong>g</strong><strong>h</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>e</strong><strong>k</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>m</strong><strong>p</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>i</strong><strong>t</strong><strong>h</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>i</strong><strong>t</strong><strong>h</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>y</strong><strong> </strong><strong>h</strong><strong>e</strong><strong>a</strong><strong>r</strong><strong> </strong><strong>h</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>i</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong> </strong><strong>a</strong><strong> </strong><strong>m</strong><strong>y</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>o</strong><strong>f</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>e</strong><strong>e</strong><strong>p</strong><strong>s</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>n</strong><strong>,</strong><strong></strong>\n",
              "<strong></strong><strong>A</strong><strong>n</strong><strong>d</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>i</strong><strong>n</strong><strong>g</strong><strong>l</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>i</strong><strong>f</strong><strong> </strong><strong>r</strong><strong>e</strong><strong>v</strong><strong>e</strong><strong>n</strong><strong>g</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>b</strong><strong>e</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>m</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong>\n",
              "<strong><span style=\"color: #DDB62B\">4,015,360:  </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">   641ms  </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">    51,850ms  </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 2,669ms  </span> loss.train: <span style=\"color: #C5C1B4\"> 1.65512</span> accuracy.train: <span style=\"color: #C5C1B4\">0.494954</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.75496</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.455520</span>  <span style=\"color: #208FFB\">69,381ms</span><span style=\"color: #D160C4\">  0:04m/  2:23m  </span>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>i</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong>d</strong><strong>i</strong><strong>n</strong><strong>g</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>h</strong><strong>a</strong><strong>n</strong><strong>d</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>i</strong><strong>f</strong><strong> </strong><strong>y</strong><strong>o</strong><strong>u</strong><strong>r</strong><strong> </strong><strong>h</strong><strong>a</strong><strong>n</strong><strong>d</strong><strong>s</strong><strong>,</strong><strong></strong>\n",
              "<strong></strong><strong>A</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>i</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>t</strong><strong>h</strong><strong>y</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>u</strong><strong>c</strong><strong>h</strong><strong> </strong><strong>o</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>b</strong><strong>e</strong><strong>t</strong><strong>t</strong><strong>t</strong><strong>h</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>a</strong><strong>t</strong><strong>t</strong><strong>h</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>a</strong><strong>r</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>s</strong><strong>e</strong><strong> </strong><strong>t</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>i</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>a</strong><strong>y</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>i</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>e</strong><strong> </strong><strong>f</strong><strong>o</strong><strong>r</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong><strong>d</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>i</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong> </strong><strong>h</strong><strong>a</strong><strong>v</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>p</strong><strong>o</strong><strong>i</strong><strong>d</strong><strong> </strong><strong>y</strong><strong>o</strong><strong>u</strong><strong>r</strong><strong> </strong><strong>h</strong><strong>a</strong><strong>v</strong><strong>e</strong><strong> </strong><strong>y</strong><strong>o</strong><strong>u</strong><strong>r</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>t</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>h</strong><strong>a</strong><strong>v</strong><strong>e</strong><strong> </strong><strong>h</strong><strong>a</strong><strong>v</strong><strong>e</strong><strong> </strong><strong>h</strong><strong>a</strong><strong>v</strong><strong>e</strong><strong> </strong><strong>h</strong><strong>a</strong><strong>v</strong><strong>e</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>h</strong><strong>a</strong><strong>v</strong><strong>e</strong><strong> </strong><strong>h</strong><strong>a</strong><strong>v</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>e</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong> </strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>m</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>i</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>o</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>b</strong><strong>u</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>t</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>h</strong><strong>a</strong><strong>v</strong><strong>e</strong><strong> </strong><strong>b</strong><strong>e</strong><strong>e</strong><strong>n</strong><strong> </strong><strong>h</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>b</strong><strong>e</strong><strong>a</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>e</strong><strong>n</strong><strong>t</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>s</strong><strong>h</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>r</strong><strong>r</strong><strong>o</strong><strong>w</strong><strong> </strong><strong>o</strong><strong>f</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>a</strong><strong>s</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>d</strong><strong>:</strong><strong></strong>\n",
              "<strong></strong><strong>T</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>i</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>s</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>e</strong><strong> </strong><strong>r</strong><strong>e</strong><strong>p</strong><strong>e</strong><strong>i</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>d</strong><strong>s</strong><strong> </strong><strong>o</strong><strong>f</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>h</strong><strong>i</strong><strong>m</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>h</strong><strong>a</strong><strong>v</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>i</strong><strong>n</strong><strong>t</strong><strong>o</strong><strong> </strong><strong>e</strong><strong>n</strong><strong>t</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong>\n",
              "<strong><span style=\"color: #DDB62B\">5,019,200:  </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">   661ms  </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">    53,431ms  </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 2,854ms  </span> loss.train: <span style=\"color: #C5C1B4\"> 1.61666</span> accuracy.train: <span style=\"color: #C5C1B4\">0.518118</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.60673</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.478114</span>  <span style=\"color: #208FFB\">70,052ms</span><span style=\"color: #D160C4\">  0:05m/  2:23m  </span>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>e</strong><strong>m</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>r</strong><strong>e</strong><strong>m</strong><strong>a</strong><strong>i</strong><strong>n</strong><strong> </strong><strong>o</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong> </strong><strong>h</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>h</strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>e</strong><strong>a</strong><strong>r</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>d</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>m</strong><strong>e</strong><strong>a</strong><strong>n</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>a</strong><strong> </strong><strong>f</strong><strong>o</strong><strong>r</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>b</strong><strong>y</strong><strong> </strong><strong>y</strong><strong>o</strong><strong>u</strong><strong>r</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>h</strong><strong>e</strong><strong>a</strong><strong>r</strong><strong>t</strong><strong>,</strong><strong></strong>\n",
              "<strong></strong><strong>A</strong><strong>n</strong><strong>d</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>b</strong><strong>e</strong><strong>t</strong><strong>t</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>n</strong><strong>d</strong><strong>s</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>m</strong><strong> </strong><strong>i</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>r</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong>y</strong><strong> </strong><strong>h</strong><strong>i</strong><strong>r</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>t</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>b</strong><strong>e</strong><strong>t</strong><strong>t</strong><strong>e</strong><strong>y</strong><strong> </strong><strong>y</strong><strong>o</strong><strong>u</strong><strong>r</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong><strong>t</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>n</strong><strong>d</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>m</strong><strong>f</strong><strong>o</strong><strong>r</strong><strong>t</strong><strong>:</strong><strong></strong>\n",
              "<strong></strong><strong>T</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong> </strong><strong>s</strong><strong>h</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>g</strong><strong>r</strong><strong>a</strong><strong>v</strong><strong>i</strong><strong>n</strong><strong>g</strong><strong> </strong><strong>o</strong><strong>f</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>e</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>t</strong><strong>e</strong><strong>r</strong><strong>m</strong><strong>s</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>s</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>u</strong><strong>c</strong><strong>h</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>u</strong><strong>c</strong><strong>h</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>i</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>b</strong><strong>e</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>s</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>e</strong><strong>m</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>e</strong><strong>m</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>p</strong><strong>r</strong><strong>i</strong><strong>c</strong><strong>e</strong><strong>d</strong><strong> </strong><strong>i</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>n</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>f</strong><strong>a</strong><strong>i</strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>n</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>e</strong><strong> </strong><strong>f</strong><strong>o</strong><strong>r</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>t</strong><strong>r</strong><strong>y</strong><strong> </strong><strong>t</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>a</strong><strong>d</strong><strong> </strong><strong>i</strong><strong>v</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>t</strong><strong></strong>\n",
              "<strong></strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>d</strong><strong>s</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>p</strong><strong>e</strong><strong>a</strong><strong>k</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>e</strong><strong>n</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>a</strong><strong>i</strong><strong>t</strong><strong>s</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>m</strong><strong>o</strong><strong>r</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>f</strong><strong>o</strong><strong>r</strong><strong> </strong><strong>t</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>u</strong><strong>n</strong><strong>t</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong>\n",
              "<strong><span style=\"color: #DDB62B\">6,023,040:  </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">   730ms  </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">    56,863ms  </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 3,057ms  </span> loss.train: <span style=\"color: #C5C1B4\"> 1.40999</span> accuracy.train: <span style=\"color: #C5C1B4\">0.536962</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.49942</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.497049</span>  <span style=\"color: #208FFB\">71,344ms</span><span style=\"color: #D160C4\">  0:07m/  2:25m  </span>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>m</strong><strong>y</strong><strong> </strong><strong>l</strong><strong>o</strong><strong>r</strong><strong>d</strong><strong>:</strong><strong></strong>\n",
              "<strong></strong><strong>T</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>o</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong> </strong><strong>h</strong><strong>a</strong><strong>v</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong>d</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong>s</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>m</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>i</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>r</strong><strong>e</strong><strong>m</strong><strong>o</strong><strong>r</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>f</strong><strong>a</strong><strong>r</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>i</strong><strong>t</strong><strong>h</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>r</strong><strong>e</strong><strong>s</strong><strong>t</strong><strong>,</strong><strong></strong>\n",
              "<strong></strong><strong>A</strong><strong>n</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong>a</strong><strong>b</strong><strong>l</strong><strong>e</strong><strong>l</strong><strong>,</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>p</strong><strong>e</strong><strong>a</strong><strong>k</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong>t</strong><strong>e</strong><strong>r</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>m</strong><strong>y</strong><strong> </strong><strong>l</strong><strong>o</strong><strong>v</strong><strong>e</strong><strong>,</strong><strong></strong>\n",
              "<strong></strong><strong>T</strong><strong>h</strong><strong>y</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>o</strong><strong>w</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>i</strong><strong>n</strong><strong> </strong><strong>e</strong><strong>a</strong><strong>s</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>e</strong><strong>m</strong><strong>s</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>u</strong><strong>n</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>i</strong><strong>f</strong><strong> </strong><strong>y</strong><strong>o</strong><strong>u</strong><strong>r</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>n</strong><strong>,</strong><strong></strong>\n",
              "<strong></strong><strong>A</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>i</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>d</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>y</strong><strong>o</strong><strong>u</strong><strong>r</strong><strong> </strong><strong>f</strong><strong>a</strong><strong>i</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>a</strong><strong>r</strong><strong>d</strong><strong>o</strong><strong>n</strong><strong> </strong><strong>i</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>a</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>f</strong><strong>a</strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>e</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>t</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong>s</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>w</strong><strong>i</strong><strong>t</strong><strong>h</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>i</strong><strong>l</strong><strong>e</strong><strong>n</strong><strong>t</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>h</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>m</strong><strong>o</strong><strong>r</strong><strong>e</strong><strong> </strong><strong>f</strong><strong>o</strong><strong>r</strong><strong> </strong><strong>h</strong><strong>i</strong><strong>s</strong><strong> </strong><strong>m</strong><strong>o</strong><strong>s</strong><strong>t</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong> </strong><strong>a</strong><strong>f</strong><strong>f</strong><strong>e</strong><strong>c</strong><strong>t</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>y</strong><strong>o</strong><strong>u</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>m</strong><strong>y</strong><strong> </strong><strong>l</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong> </strong><strong>m</strong><strong>y</strong><strong> </strong><strong>l</strong><strong>o</strong><strong>r</strong><strong>d</strong><strong>.</strong><strong></strong>\n",
              "<strong></strong><strong></strong>\n",
              "<strong></strong><strong>F</strong><strong>i</strong><strong>r</strong><strong>s</strong><strong>t</strong><strong> </strong><strong>S</strong><strong>e</strong><strong>r</strong><strong>v</strong><strong>i</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>k</strong><strong>e</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>s</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong>y</strong><strong> </strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>a</strong><strong>t</strong><strong> </strong><strong>y</strong><strong>o</strong><strong>u</strong><strong> </strong><strong>f</strong><strong>a</strong><strong>i</strong><strong>r</strong>\n",
              "<strong><span style=\"color: #DDB62B\">7,026,880:  </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">   727ms  </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">    55,166ms  </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 3,062ms  </span> loss.train: <span style=\"color: #C5C1B4\"> 1.37415</span> accuracy.train: <span style=\"color: #C5C1B4\">0.548260</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.72075</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.506108</span>  <span style=\"color: #208FFB\">72,188ms</span><span style=\"color: #D160C4\">  0:08m/  2:25m  </span>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>i</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>i</strong><strong>v</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>a</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>m</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>p</strong><strong>r</strong><strong>o</strong><strong>v</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>a</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>t</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>s</strong><strong>p</strong><strong>e</strong><strong>a</strong><strong>k</strong><strong> </strong><strong>i</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>u</strong><strong>b</strong><strong>j</strong><strong>e</strong><strong>c</strong><strong>t</strong><strong>s</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong>o</strong><strong>w</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>y</strong><strong>o</strong><strong>u</strong><strong>r</strong><strong> </strong><strong>h</strong><strong>o</strong><strong>u</strong><strong>s</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>i</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong>s</strong><strong> </strong><strong>o</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>p</strong><strong>r</strong><strong>i</strong><strong>n</strong><strong>c</strong><strong>h</strong><strong>e</strong><strong>s</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>a</strong><strong>t</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong>y</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>f</strong><strong>o</strong><strong>r</strong><strong>m</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong><strong> </strong><strong>w</strong><strong>i</strong><strong>f</strong><strong>e</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>f</strong><strong>o</strong><strong>r</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>r</strong><strong>v</strong><strong>i</strong><strong>n</strong><strong>g</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>h</strong><strong>i</strong><strong>s</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>r</strong><strong>a</strong><strong>w</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>r</strong><strong>a</strong><strong>i</strong><strong>g</strong><strong>h</strong><strong>t</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>y</strong><strong>o</strong><strong>u</strong><strong>r</strong><strong> </strong><strong>g</strong><strong>r</strong><strong>a</strong><strong>c</strong><strong>e</strong><strong>.</strong><strong></strong>\n",
              "<strong></strong><strong></strong>\n",
              "<strong></strong><strong>L</strong><strong>A</strong><strong>D</strong><strong>Y</strong><strong> </strong><strong>C</strong><strong>A</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong>y</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>y</strong><strong>o</strong><strong>u</strong><strong>r</strong><strong> </strong><strong>f</strong><strong>a</strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>o</strong><strong>n</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>u</strong><strong>b</strong><strong>s</strong><strong>t</strong><strong>i</strong><strong>n</strong><strong>e</strong><strong>s</strong><strong>s</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>i</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>s</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>u</strong><strong>n</strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>u</strong><strong>c</strong><strong>h</strong><strong> </strong><strong>o</strong><strong>f</strong><strong>f</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>f</strong><strong>a</strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>o</strong><strong>f</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>r</strong><strong>e</strong><strong>s</strong><strong>t</strong><strong> </strong><strong>a</strong><strong>f</strong><strong>t</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>a</strong><strong>y</strong><strong> </strong><strong>o</strong><strong>f</strong><strong>f</strong><strong>i</strong><strong>c</strong><strong>e</strong><strong>r</strong><strong></strong>\n",
              "<strong></strong><strong>T</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>e</strong><strong>m</strong><strong>s</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>r</strong><strong>e</strong><strong>s</strong><strong>t</strong><strong> </strong><strong>o</strong><strong>f</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>u</strong><strong>b</strong><strong>j</strong><strong>e</strong><strong>c</strong><strong>t</strong><strong>i</strong><strong>o</strong><strong>n</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>b</strong><strong>y</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>p</strong><strong>l</strong><strong>a</strong><strong>c</strong><strong>k</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>p</strong><strong>o</strong><strong>o</strong><strong>r</strong><strong> </strong><strong>o</strong><strong>f</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>y</strong><strong> </strong><strong>a</strong><strong> </strong><strong>f</strong><strong>a</strong><strong>r</strong><strong>e</strong><strong>w</strong><strong>e</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong>\n",
              "<strong><span style=\"color: #DDB62B\">8,030,720:  </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">   752ms  </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">    56,920ms  </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 3,210ms  </span> loss.train: <span style=\"color: #C5C1B4\"> 1.39653</span> accuracy.train: <span style=\"color: #C5C1B4\">0.557187</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.66937</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.513688</span>  <span style=\"color: #208FFB\">73,094ms</span><span style=\"color: #D160C4\">  0:09m/  2:26m  </span>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong><strong>l</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>r</strong><strong>e</strong><strong>a</strong><strong>s</strong><strong>o</strong><strong>n</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong><strong>s</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>b</strong><strong>e</strong><strong>l</strong><strong>i</strong><strong>e</strong><strong>v</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>e</strong><strong>a</strong><strong>r</strong><strong>t</strong><strong>h</strong><strong> </strong><strong>a</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>p</strong><strong>r</strong><strong>i</strong><strong>t</strong><strong>y</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>p</strong><strong>r</strong><strong>i</strong><strong>n</strong><strong>c</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>h</strong><strong>i</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>p</strong><strong>a</strong><strong>r</strong><strong>t</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>h</strong><strong>e</strong><strong>a</strong><strong>v</strong><strong>e</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong> </strong><strong>a</strong><strong> </strong><strong>p</strong><strong>r</strong><strong>i</strong><strong>t</strong><strong>y</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>r</strong><strong>e</strong><strong>:</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>y</strong><strong> </strong><strong>h</strong><strong>o</strong><strong>u</strong><strong>s</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>a</strong><strong>t</strong><strong> </strong><strong>s</strong><strong>h</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>b</strong><strong>e</strong><strong>t</strong><strong>t</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>o</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>e</strong><strong>m</strong><strong>s</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>p</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>r</strong><strong>i</strong><strong>k</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>n</strong><strong>o</strong><strong>w</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>f</strong><strong>a</strong><strong>i</strong><strong>r</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>h</strong><strong>i</strong><strong>s</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>y</strong><strong>o</strong><strong>u</strong><strong>r</strong><strong> </strong><strong>t</strong><strong>o</strong><strong>n</strong><strong>g</strong><strong>u</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>p</strong><strong>r</strong><strong>o</strong><strong>p</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong><strong>s</strong><strong>t</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>w</strong><strong>i</strong><strong>t</strong><strong>h</strong><strong> </strong><strong>h</strong><strong>i</strong><strong>r</strong><strong>e</strong><strong> </strong><strong>i</strong><strong>f</strong><strong> </strong><strong>r</strong><strong>e</strong><strong>s</strong><strong>o</strong><strong>l</strong><strong>v</strong><strong>e</strong><strong>d</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>a</strong><strong>t</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>r</strong><strong>o</strong><strong>y</strong><strong>a</strong><strong>l</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>m</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong>f</strong><strong>e</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>i</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>u</strong><strong>n</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>p</strong><strong>r</strong><strong>i</strong><strong>n</strong><strong>c</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>e</strong><strong>n</strong><strong> </strong><strong>t</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>q</strong><strong>u</strong><strong>e</strong><strong>n</strong><strong>t</strong><strong>,</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>e</strong><strong>m</strong><strong>s</strong><strong> </strong><strong>o</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>r</strong><strong>e</strong><strong>s</strong><strong>t</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>r</strong><strong>e</strong><strong>s</strong><strong>t</strong><strong>i</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>r</strong><strong>e</strong><strong>s</strong><strong>t</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>r</strong><strong>e</strong><strong>s</strong><strong>t</strong><strong>.</strong><strong></strong>\n",
              "<strong></strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>y</strong><strong>o</strong><strong>u</strong><strong>r</strong><strong> </strong><strong>h</strong><strong>a</strong><strong>n</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>i</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>r</strong><strong>e</strong><strong>a</strong><strong>s</strong><strong>o</strong><strong>n</strong><strong>s</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong> </strong><strong>p</strong><strong>r</strong><strong>e</strong><strong>s</strong><strong>t</strong><strong> </strong><strong>a</strong><strong>s</strong><strong> </strong><strong>a</strong><strong> </strong><strong>f</strong><strong>a</strong><strong>i</strong><strong>r</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>r</strong><strong>e</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>o</strong><strong>n</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>a</strong><strong>t</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>n</strong>\n",
              "<strong><span style=\"color: #DDB62B\">9,034,560:  </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">   773ms  </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">    56,862ms  </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 3,326ms  </span> loss.train: <span style=\"color: #C5C1B4\"> 1.49838</span> accuracy.train: <span style=\"color: #C5C1B4\">0.564164</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.70500</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.517500</span>  <span style=\"color: #208FFB\">73,952ms</span><span style=\"color: #D160C4\">  0:10m/  2:26m  </span>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>p</strong><strong>r</strong><strong>i</strong><strong>s</strong><strong>o</strong><strong>n</strong><strong>,</strong><strong></strong>\n",
              "<strong></strong><strong>A</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>u</strong><strong>n</strong><strong>d</strong><strong>e</strong><strong>r</strong><strong>t</strong><strong>a</strong><strong>i</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>r</strong><strong>a</strong><strong>i</strong><strong>g</strong><strong>h</strong><strong>t</strong><strong> </strong><strong>o</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>a</strong><strong>t</strong><strong> </strong><strong>y</strong><strong>o</strong><strong>u</strong><strong> </strong><strong>s</strong><strong>a</strong><strong>i</strong><strong>d</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>m</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>l</strong><strong>o</strong><strong>v</strong><strong>e</strong><strong>d</strong><strong> </strong><strong>f</strong><strong>o</strong><strong>r</strong><strong> </strong><strong>h</strong><strong>i</strong><strong>s</strong><strong> </strong><strong>f</strong><strong>a</strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong>y</strong><strong> </strong><strong>a</strong><strong>c</strong><strong>c</strong><strong>o</strong><strong>u</strong><strong>r</strong><strong>s</strong><strong>e</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>m</strong><strong>e</strong><strong> </strong><strong>t</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>i</strong><strong>t</strong><strong>h</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>u</strong><strong>b</strong><strong>j</strong><strong>e</strong><strong>c</strong><strong>t</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>u</strong><strong>n</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>y</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong><strong>t</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>u</strong><strong>s</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>n</strong><strong>,</strong><strong></strong>\n",
              "<strong></strong><strong>A</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>r</strong><strong>e</strong><strong>g</strong><strong>a</strong><strong>l</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong><strong>s</strong><strong> </strong><strong>o</strong><strong>f</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong>l</strong><strong>e</strong><strong>n</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong><strong>l</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong><strong>s</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>a</strong><strong>r</strong><strong>r</strong><strong>a</strong><strong>n</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>p</strong><strong>o</strong><strong>w</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>o</strong><strong>f</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>s</strong><strong>p</strong><strong>e</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>t</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>a</strong><strong>d</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>k</strong><strong>e</strong><strong>s</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>n</strong><strong>o</strong><strong>w</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>m</strong><strong>e</strong><strong> </strong><strong>f</strong><strong>o</strong><strong>r</strong><strong>t</strong><strong>u</strong><strong>n</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>n</strong><strong>s</strong><strong>t</strong><strong>r</strong><strong>a</strong><strong>n</strong><strong>t</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>y</strong><strong> </strong><strong>r</strong><strong>e</strong><strong>a</strong><strong>d</strong><strong>y</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>f</strong><strong>o</strong><strong>r</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>b</strong><strong>e</strong><strong>s</strong><strong>t</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>e</strong><strong>x</strong><strong>p</strong><strong>e</strong><strong>d</strong><strong>i</strong><strong>t</strong><strong>y</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>r</strong><strong>e</strong><strong> </strong><strong>i</strong><strong>s</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>r</strong><strong>e</strong><strong>s</strong><strong>t</strong><strong>:</strong><strong></strong>\n",
              "<strong></strong><strong>T</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>p</strong><strong>a</strong><strong>r</strong><strong>t</strong><strong> </strong><strong>i</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>i</strong><strong>n</strong><strong> </strong><strong>t</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>a</strong><strong>t</strong><strong> </strong><strong>y</strong><strong>o</strong><strong>u</strong><strong>r</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>y</strong><strong> </strong><strong>i</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>a</strong><strong>r</strong><strong>l</strong><strong>i</strong><strong>z</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>n</strong><strong>,</strong><strong></strong>\n",
              "<strong></strong><strong>A</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>w</strong><strong>h</strong><strong>a</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>i</strong><strong>m</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>a</strong><strong>t</strong><strong> </strong><strong>y</strong><strong>o</strong><strong>u</strong><strong> </strong><strong>h</strong><strong>a</strong><strong>v</strong><strong>e</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong>l</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>r</strong><strong>e</strong><strong> </strong><strong>i</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>u</strong><strong>b</strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>n</strong><strong>t</strong><strong>i</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>k</strong><strong>e</strong><strong> </strong><strong>h</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>l</strong>\n",
              "<strong><span style=\"color: #DDB62B\">10,038,400:  </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">   812ms  </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">    58,431ms  </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 3,565ms  </span> loss.train: <span style=\"color: #C5C1B4\"> 1.32136</span> accuracy.train: <span style=\"color: #C5C1B4\">0.569829</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.57321</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.522639</span>  <span style=\"color: #208FFB\">74,977ms</span><span style=\"color: #D160C4\">  0:12m/  2:27m  </span>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>r</strong><strong>e</strong><strong>p</strong><strong>o</strong><strong>r</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>n</strong><strong>,</strong><strong></strong>\n",
              "<strong></strong><strong>A</strong><strong>n</strong><strong>d</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>u</strong><strong>n</strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>s</strong><strong>u</strong><strong>c</strong><strong>h</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong>y</strong><strong> </strong><strong>a</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>o</strong><strong>u</strong><strong>g</strong><strong>h</strong><strong>t</strong><strong>s</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>o</strong><strong>u</strong><strong>r</strong><strong> </strong><strong>h</strong><strong>e</strong><strong>a</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>i</strong><strong>r</strong><strong>,</strong><strong></strong>\n",
              "<strong></strong><strong>T</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>i</strong><strong>l</strong><strong>l</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>d</strong><strong>s</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>u</strong><strong>n</strong><strong>t</strong><strong>y</strong><strong>.</strong><strong></strong>\n",
              "<strong></strong><strong></strong>\n",
              "<strong></strong><strong>C</strong><strong>l</strong><strong>o</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>d</strong><strong>o</strong><strong>n</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>a</strong><strong>t</strong><strong> </strong><strong>y</strong><strong>o</strong><strong>u</strong><strong> </strong><strong>g</strong><strong>o</strong><strong>v</strong><strong>e</strong><strong>r</strong><strong>n</strong><strong>'</strong><strong>d</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong> </strong><strong>q</strong><strong>u</strong><strong>i</strong><strong>t</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>t</strong><strong>e</strong><strong>,</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>m</strong><strong>y</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>n</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>u</strong><strong>n</strong><strong> </strong><strong>a</strong><strong>n</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>r</strong><strong>e</strong><strong>s</strong><strong>t</strong><strong>i</strong><strong>g</strong><strong>n</strong><strong>i</strong><strong>n</strong><strong>e</strong><strong>s</strong><strong>s</strong><strong>s</strong><strong> </strong><strong>o</strong><strong>f</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>b</strong><strong>e</strong><strong>a</strong><strong>r</strong><strong> </strong><strong>y</strong><strong>o</strong><strong>u</strong><strong>r</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>n</strong><strong>:</strong><strong></strong>\n",
              "<strong></strong><strong>T</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>r</strong><strong>a</strong><strong>n</strong><strong>g</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>t</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>f</strong><strong>a</strong><strong>a</strong><strong>r</strong><strong> </strong><strong>i</strong><strong>f</strong><strong> </strong><strong>r</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>f</strong><strong>o</strong><strong>r</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>r</strong><strong>e</strong><strong>a</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>e</strong><strong>n</strong><strong>d</strong><strong>e</strong><strong>d</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>m</strong><strong>u</strong><strong>c</strong><strong>h</strong><strong> </strong><strong>a</strong><strong> </strong><strong>p</strong><strong>o</strong><strong>w</strong><strong>e</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong> </strong><strong>o</strong><strong>n</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>a</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong><strong>d</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>a</strong><strong>r</strong><strong>s</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>n</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong><strong>d</strong><strong>.</strong><strong></strong>\n",
              "<strong></strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>t</strong><strong> </strong><strong>y</strong><strong>o</strong><strong>u</strong><strong>t</strong><strong>h</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>n</strong><strong>o</strong><strong>t</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>a</strong><strong>m</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>m</strong><strong>y</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong>,</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>a</strong><strong>t</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>o</strong><strong>w</strong><strong>e</strong><strong>r</strong><strong>s</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>a</strong><strong>t</strong><strong> </strong><strong>w</strong><strong>i</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>n</strong><strong> </strong><strong>i</strong><strong>f</strong><strong> </strong><strong>y</strong><strong>o</strong><strong>u</strong><strong> </strong><strong>h</strong><strong>a</strong><strong>v</strong><strong>e</strong><strong> </strong><strong>b</strong><strong>e</strong><strong>e</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>r</strong><strong>e</strong><strong>s</strong><strong>t</strong><strong>i</strong><strong>g</strong><strong>n</strong><strong> </strong><strong>o</strong><strong>f</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>u</strong><strong>n</strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>r</strong><strong>e</strong><strong>s</strong><strong>t</strong><strong>,</strong><strong></strong>\n",
              "<strong></strong><strong>T</strong>\n",
              "<strong><span style=\"color: #DDB62B\">11,042,240:  </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">   856ms  </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">    58,542ms  </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 3,513ms  </span> loss.train: <span style=\"color: #C5C1B4\"> 1.29441</span> accuracy.train: <span style=\"color: #C5C1B4\">0.575404</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.53764</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.524586</span>  <span style=\"color: #208FFB\">76,085ms</span><span style=\"color: #D160C4\">  0:13m/  2:28m  </span>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>r</strong><strong>e</strong><strong>s</strong><strong>t</strong><strong>,</strong><strong></strong>\n",
              "<strong></strong><strong>A</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>o</strong><strong>u</strong><strong> </strong><strong>r</strong><strong>e</strong><strong>s</strong><strong>t</strong><strong>r</strong><strong>a</strong><strong>i</strong><strong>n</strong><strong>g</strong><strong>:</strong><strong></strong>\n",
              "<strong></strong><strong>T</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>o</strong><strong>f</strong><strong>f</strong><strong>?</strong><strong></strong>\n",
              "<strong></strong><strong></strong>\n",
              "<strong></strong><strong>P</strong><strong>E</strong><strong>T</strong><strong>E</strong><strong>R</strong><strong>:</strong><strong></strong>\n",
              "<strong></strong><strong>I</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>y</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>f</strong><strong>o</strong><strong>r</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>a</strong><strong>c</strong><strong>k</strong><strong>i</strong><strong>n</strong><strong>g</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong><strong>s</strong><strong>e</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>a</strong><strong> </strong><strong>b</strong><strong>a</strong><strong>r</strong><strong>k</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>a</strong><strong>t</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>l</strong><strong>a</strong><strong>n</strong><strong>g</strong><strong>u</strong><strong>a</strong><strong>r</strong><strong>e</strong><strong>d</strong><strong> </strong><strong>t</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>d</strong><strong>s</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>e</strong><strong>a</strong><strong>r</strong><strong>s</strong><strong>,</strong><strong></strong>\n",
              "<strong></strong><strong>A</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>a</strong><strong>y</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>r</strong><strong>a</strong><strong>n</strong><strong>k</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>a</strong><strong>r</strong><strong>s</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>r</strong><strong>a</strong><strong>n</strong><strong>g</strong><strong>e</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>e</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong><strong>d</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>a</strong><strong>i</strong><strong>n</strong><strong>t</strong><strong>s</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>l</strong><strong>e</strong><strong>a</strong><strong>r</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>r</strong><strong>a</strong><strong>s</strong><strong>c</strong><strong>a</strong><strong>l</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>p</strong><strong>r</strong><strong>i</strong><strong>z</strong><strong>e</strong><strong>d</strong><strong> </strong><strong>i</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>r</strong><strong>e</strong><strong>s</strong><strong>t</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>r</strong><strong>e</strong><strong>a</strong><strong>s</strong><strong>o</strong><strong>n</strong><strong>s</strong><strong>,</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>l</strong><strong>o</strong><strong>o</strong><strong>k</strong><strong>e</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>o</strong><strong>u</strong><strong> </strong><strong>s</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>a</strong><strong>d</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>o</strong><strong>u</strong><strong>r</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>r</strong><strong>o</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>s</strong><strong>p</strong><strong>e</strong><strong>t</strong><strong>t</strong><strong>r</strong><strong>a</strong><strong>n</strong><strong>c</strong><strong>e</strong><strong> </strong><strong>i</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong><strong>l</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>a</strong><strong>k</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong><strong>s</strong><strong>o</strong><strong>n</strong><strong></strong>\n",
              "<strong></strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>i</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>a</strong><strong>l</strong><strong>u</strong><strong>t</strong><strong>e</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>a</strong><strong>y</strong><strong> </strong><strong>a</strong><strong>s</strong><strong> </strong><strong>e</strong><strong>a</strong><strong>t</strong><strong> </strong><strong>y</strong><strong>o</strong><strong>u</strong><strong>r</strong><strong> </strong><strong>h</strong><strong>o</strong><strong>u</strong><strong>s</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>p</strong><strong>o</strong><strong>i</strong><strong>n</strong><strong>t</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>o</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>p</strong><strong>a</strong><strong>r</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>k</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>a</strong><strong>t</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>n</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>n</strong><strong>.</strong><strong></strong>\n",
              "<strong></strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>o</strong><strong>u</strong><strong>r</strong><strong> </strong><strong>l</strong><strong>i</strong><strong>t</strong><strong>t</strong><strong>l</strong><strong>e</strong><strong> </strong><strong>u</strong><strong>p</strong><strong>o</strong><strong>n</strong>\n",
              "<strong><span style=\"color: #DDB62B\">12,046,080:  </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">   878ms  </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">    60,251ms  </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 3,737ms  </span> loss.train: <span style=\"color: #C5C1B4\"> 1.43067</span> accuracy.train: <span style=\"color: #C5C1B4\">0.579984</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.71077</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.528093</span>  <span style=\"color: #208FFB\">77,279ms</span><span style=\"color: #D160C4\">  0:15m/  2:29m  </span>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>a</strong><strong>c</strong><strong>h</strong><strong>i</strong><strong>r</strong><strong>e</strong><strong>s</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>H</strong><strong>a</strong><strong>s</strong><strong> </strong><strong>i</strong><strong>s</strong><strong> </strong><strong>a</strong><strong> </strong><strong>d</strong><strong>o</strong><strong>u</strong><strong>b</strong><strong>t</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>p</strong><strong>a</strong><strong>r</strong><strong>t</strong><strong>i</strong><strong>n</strong><strong>g</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>a</strong><strong>t</strong><strong>e</strong><strong>.</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>t</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong><strong>,</strong><strong></strong>\n",
              "<strong></strong><strong>A</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>a</strong><strong>r</strong><strong>s</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>y</strong><strong>o</strong><strong>u</strong><strong>r</strong><strong> </strong><strong>h</strong><strong>e</strong><strong>a</strong><strong>d</strong><strong>,</strong><strong></strong>\n",
              "<strong></strong><strong>A</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>t</strong><strong>e</strong><strong>n</strong><strong>c</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>p</strong><strong>a</strong><strong>r</strong><strong>d</strong><strong>o</strong><strong>n</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>e</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>p</strong><strong>e</strong><strong>k</strong><strong>s</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>e</strong><strong>k</strong><strong>s</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong>s</strong><strong> </strong><strong>o</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>w</strong><strong>e</strong><strong>i</strong><strong>n</strong><strong>g</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>i</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>t</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>p</strong><strong>a</strong><strong>i</strong><strong>t</strong><strong>h</strong><strong> </strong><strong>i</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>m</strong><strong>p</strong><strong>t</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong>\n",
              "<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>t</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>a</strong>\n",
              "<strong><span style=\"color: #DDB62B\">12,519,168:  </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">   901ms  </span>Train:<span style=\"color: #C5C1B4\">  47%</span><span style=\"color: #208FFB\">    59,552ms  </span>Valid:<span style=\"color: #C5C1B4\">  43%</span><span style=\"color: #208FFB\"> 3,543ms  </span> loss.train: <strong> 1.35161</strong> accuracy.train: <strong>0.585834</strong> loss.valid: <span style=\"color: #C5C1B4\"> 1.68848</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.530090</span>  <span style=\"color: #208FFB\">77,279ms</span><span style=\"color: #D160C4\">  0:15m/  2:29m  </span></pre>"
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        ""
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}